{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "silver-magazine",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "from torchvision import transforms, models\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "general-specialist",
   "metadata": {},
   "outputs": [],
   "source": [
    "root = '/home/data/7/car/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "needed-tissue",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['2ae214c760374e82a8d9c38b85579964~1.jpg',\n",
       " '1ffc31d324b34006abb14515fff8cabb~1.jpg',\n",
       " '2b2b6ac2f028417fa822e849981bd97c~1.jpg']"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.listdir(root)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "abstract-oklahoma",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6ab6c3ea20>"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = Image.open(root + '1ffc31d324b34006abb14515fff8cabb~1.jpg')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "executed-geometry",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(144, 256, 3)"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_np = np.array(img)\n",
    "img_np.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "western-civilian",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 8, 4, 6)\n"
     ]
    }
   ],
   "source": [
    "size = 112\n",
    "\n",
    "random_pad = tuple(random.choices(list(range(0, 10)), k=4))\n",
    "\n",
    "print(random_pad)\n",
    "\n",
    "trans = transforms.Compose([\n",
    "            transforms.Resize((size, size)),\n",
    "            transforms.ToTensor(),\n",
    "            transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\n",
    "        ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "prime-letter",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6ab6bac4e0>"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = transforms.Pad(padding=random_pad, fill=(255, 255, 255))(img)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "gross-football",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = trans(img).numpy().transpose((1, 2, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "special-civilian",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6ab6cf56a0>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cardiac-reasoning",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "suitable-equation",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "trained-sitting",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "sporting-capture",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "black-saudi",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "explicit-section",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "formal-houston",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "informal-december",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "recognized-password",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "developing-majority",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
